{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Volume Reverse\n",
    "五天价格下跌的变化率大于50天的标准差，且最近五天平均成交量小于五天前的五天平均成交量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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49IiQg34ouv9+OFm/8w7xDx/y4MwpytSrr5+uUqup+dFgNAkJtPzhR0pUrUadkaOoMcgD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6f7B4AhLBxHny4qp4IlJZUzH/8/Sl99hcr33sE5yPEv/OkoOwpA0nnnYwwPZ/bd91L0y3sB/Lam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\nYz9PMhnIddp5/ItXU1pSfFnrzB8Mc+yUi3l5KQx7g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      "text/plain": [
       "<matplotlib.figure.Figure at 0x21457358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#coding=utf-8\n",
    "# run_code_demo\n",
    "from rqalpha import run_code\n",
    "\n",
    "code = \"\"\"\n",
    "import rqalpha\n",
    "from rqalpha.api import *\n",
    "import talib\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "def init(context):\n",
    "    context.s1 = \"000001.XSHE\"\n",
    "    context.SHORTPERIOD = 5\n",
    "    context.LONGPERIOD = 50\n",
    "    context.stoplossmultipler= 0.90 #止损 乘数\n",
    "    context.takepofitmultipler= 4 #止盈 乘数\n",
    "\n",
    "\n",
    "def handle_bar(context, bar_dict):\n",
    "    stop_loss(context, bar_dict)\n",
    "    prices = history_bars(context.s1, context.LONGPERIOD+1, '1d', 'close')\n",
    "    volume = history_bars(context.s1, context.LONGPERIOD+1, '1d', 'volume')\n",
    "\n",
    "    if len(prices)>context.LONGPERIOD:\n",
    "        SD_P_C = talib.STDDEV(prices, context.LONGPERIOD)\n",
    "        P_C = np.abs(prices[-1]-prices[-5])\n",
    "        cond1 = prices[-1]<prices[-5]\n",
    "        adv = talib.MA(volume[-5:], context.SHORTPERIOD)\n",
    "        adv_shift = talib.MA(volume[-10:-5], context.SHORTPERIOD)\n",
    "        cur_position = context.portfolio.positions[context.s1].quantity\n",
    "        shares = context.portfolio.cash/bar_dict[context.s1].close\n",
    "        EMA_S = talib.EMA(prices, 15)\n",
    "        EMA_L = talib.EMA(prices, context.LONGPERIOD)\n",
    "\n",
    "        if EMA_S[-1] < EMA_L[-1] and EMA_S[-2] > EMA_L[-2]:\n",
    "            order_target_value(context.s1, 0)\n",
    "        if cond1 and P_C > SD_P_C[-1] and adv[-1] < 0.65*adv_shift[-1] and cur_position==0:\n",
    "            order_shares(context.s1, shares)\n",
    "\n",
    "def stop_loss(context,bar_dict):\n",
    "    for stock in context.portfolio.positions:\n",
    "        if bar_dict[stock].last<context.portfolio.positions[stock].avg_price*context.stoplossmultipler:# 现价低于 原价一定比例\n",
    "            order_target_percent(stock,0)\n",
    "        elif bar_dict[stock].last>context.portfolio.positions[stock].avg_price*context.takepofitmultipler:# 现价高于原价一定比例\n",
    "            order_target_percent(stock,0)\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "config = {\n",
    "  \"base\": {\n",
    "    \"start_date\": \"2000-06-01\",\n",
    "    \"end_date\": \"2016-12-01\",\n",
    "    \"securities\": ['stock'],\n",
    "    \"stock_starting_cash\": 1000000,\n",
    "    \"benchmark\": \"000300.XSHG\"\n",
    "#     \"strategy_file_path\": os.path.abspath(__file__)\n",
    "  },\n",
    "  \"extra\": {\n",
    "    \"log_level\": \"verbose\",\n",
    "  },\n",
    "  \"mod\": {\n",
    "    \"sys_analyser\": {\n",
    "      \"enabled\": True,\n",
    "      \"plot\": True\n",
    "    }\n",
    "  }\n",
    "}\n",
    "\n",
    "# 您可以指定您要传递的参数\n",
    "run_code(code, config)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
